AI hardware should be sized by memory, workload, uptime, network, and security boundary, not hype around a single current model.

Robotics buying is a cell problem: arm or platform, controls, sensors, safety, tooling, power, fixturing, software, and integration all count.

Proof prints are low-risk physical checks for fit, reach, clearance, and handoff before metal, tooling, or production spend.